#Pragmatic or #Clinical: Analyzing TikTok Mental Health Videos

Alice Qian Zhang; Ashlee Milton; Stevie Chancellor

doi:10.1145/3584931.3607013

#Pragmatic or #Clinical: Analyzing TikTok Mental Health Videos

Alice Qian Zhang, Ashlee Milton, Stevie Chancellor

Computer Science and Engineering

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

2 Scopus citations

Abstract

As mental health content on platforms like TikTok increases steeply, it is important for us to characterize and understand how it is shared. Unfortunately, there are no precise mechanisms for identifying different types of mental health content or for users to indicate content preferences. Expanding on prior work and a qualitative typology we discovered, we present a preliminary exploration of features from 169 hand-labeled videos from a dataset of 19,000+ videos related to clinical and pragmatic mental health content. Our findings provide opportunities for future advancements in moderating mental health content and personalizing users' interactions.

Original language	English (US)
Title of host publication	CSCW 2023 Companion - Conference Companion Publication of the 2023 Computer Supported Cooperative Work and Social Computing
Editors	Morgan Ames, Susan Fussell, Eric Gilbert, Vera Liao, Xiaojuan Ma, Xinru Page, Mark Rouncefield, Vivek Singh, Pamela Wisniewski
Publisher	Association for Computing Machinery
Pages	149-153
Number of pages	5
ISBN (Electronic)	9798400701290
DOIs	https://doi.org/10.1145/3584931.3607013
State	Published - Oct 14 2023
Event	26th ACM Conference on Computer-Supported Cooperative Work and Social Computing, CSCW 2023 - Minneapolis, United States Duration: Oct 14 2023 → Oct 18 2023

Publication series

Name	Proceedings of the ACM Conference on Computer Supported Cooperative Work, CSCW

Conference

Conference	26th ACM Conference on Computer-Supported Cooperative Work and Social Computing, CSCW 2023
Country/Territory	United States
City	Minneapolis
Period	10/14/23 → 10/18/23

Bibliographical note

Publisher Copyright:
© 2023 ACM.

Keywords

Data Analysis
Mental Health
TikTok

Publisher link

10.1145/3584931.3607013

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Zhang, A. Q., Milton, A., & Chancellor, S. (2023). #Pragmatic or #Clinical: Analyzing TikTok Mental Health Videos. In M. Ames, S. Fussell, E. Gilbert, V. Liao, X. Ma, X. Page, M. Rouncefield, V. Singh, & P. Wisniewski (Eds.), CSCW 2023 Companion - Conference Companion Publication of the 2023 Computer Supported Cooperative Work and Social Computing (pp. 149-153). (Proceedings of the ACM Conference on Computer Supported Cooperative Work, CSCW). Association for Computing Machinery. https://doi.org/10.1145/3584931.3607013

#Pragmatic or #Clinical: Analyzing TikTok Mental Health Videos. / Zhang, Alice Qian; Milton, Ashlee; Chancellor, Stevie.
CSCW 2023 Companion - Conference Companion Publication of the 2023 Computer Supported Cooperative Work and Social Computing. ed. / Morgan Ames; Susan Fussell; Eric Gilbert; Vera Liao; Xiaojuan Ma; Xinru Page; Mark Rouncefield; Vivek Singh; Pamela Wisniewski. Association for Computing Machinery, 2023. p. 149-153 (Proceedings of the ACM Conference on Computer Supported Cooperative Work, CSCW).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Zhang, AQ, Milton, A & Chancellor, S 2023, #Pragmatic or #Clinical: Analyzing TikTok Mental Health Videos. in M Ames, S Fussell, E Gilbert, V Liao, X Ma, X Page, M Rouncefield, V Singh & P Wisniewski (eds), CSCW 2023 Companion - Conference Companion Publication of the 2023 Computer Supported Cooperative Work and Social Computing. Proceedings of the ACM Conference on Computer Supported Cooperative Work, CSCW, Association for Computing Machinery, pp. 149-153, 26th ACM Conference on Computer-Supported Cooperative Work and Social Computing, CSCW 2023, Minneapolis, United States, 10/14/23. https://doi.org/10.1145/3584931.3607013

Zhang AQ, Milton A, Chancellor S. #Pragmatic or #Clinical: Analyzing TikTok Mental Health Videos. In Ames M, Fussell S, Gilbert E, Liao V, Ma X, Page X, Rouncefield M, Singh V, Wisniewski P, editors, CSCW 2023 Companion - Conference Companion Publication of the 2023 Computer Supported Cooperative Work and Social Computing. Association for Computing Machinery. 2023. p. 149-153. (Proceedings of the ACM Conference on Computer Supported Cooperative Work, CSCW). doi: 10.1145/3584931.3607013

Zhang, Alice Qian ; Milton, Ashlee ; Chancellor, Stevie. / #Pragmatic or #Clinical : Analyzing TikTok Mental Health Videos. CSCW 2023 Companion - Conference Companion Publication of the 2023 Computer Supported Cooperative Work and Social Computing. editor / Morgan Ames ; Susan Fussell ; Eric Gilbert ; Vera Liao ; Xiaojuan Ma ; Xinru Page ; Mark Rouncefield ; Vivek Singh ; Pamela Wisniewski. Association for Computing Machinery, 2023. pp. 149-153 (Proceedings of the ACM Conference on Computer Supported Cooperative Work, CSCW).

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#Pragmatic or #Clinical: Analyzing TikTok Mental Health Videos

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